| Presentation | 2021-12-13 Comment Extraction for Components for AR-based Product Review Browsing System Shogo Anda, Masato Kikuchi, Tadachika Ozono, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this study, we are developing a system to support review browsing for each component of a product using augmented reality technology. In order to realize this system, it is necessary to collect comments about each component of the product. In this paper, we describe a method that uses BERT (Bidirectional Encoder Representations from Transformers) to extract evaluation attributes such as appearance or durability of a product's component from product reviews. In the evaluation experiments, we show that an average 88% recall rate and 85% Precision rate in our method by data augmentation considering the biased data in the reviews by generating similar reviews. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Augumented Reality / Review Classification / BERT |
| Paper # | AI2021-8 |
| Date of Issue | 2021-12-06 (AI) |
| Conference Information | |
| Committee | AI |
|---|---|
| Conference Date | 2021/12/13(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Aimattain Hakata station |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yuichi Sei(Univ. of Electro-Comm.) |
| Vice Chair | Yuko Sakurai(AIST) / Tadachika Ozono(Nagoya Inst. of Tech.) |
| Secretary | Yuko Sakurai(Tokyo Univ. of Agriculture and Technology) / Tadachika Ozono(Toho Univ.) |
| Assistant | Kazutaka Matsuzaki(Chuo Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Artificial Intelligence and Knowledge-Based Processing |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Comment Extraction for Components for AR-based Product Review Browsing System |
| Sub Title (in English) | |
| Keyword(1) | Augumented Reality |
| Keyword(2) | Review Classification |
| Keyword(3) | BERT |
| 1st Author's Name | Shogo Anda |
| 1st Author's Affiliation | Nagoya Institute of Technology(NIT) |
| 2nd Author's Name | Masato Kikuchi |
| 2nd Author's Affiliation | Nagoya Institute of Technology(NIT) |
| 3rd Author's Name | Tadachika Ozono |
| 3rd Author's Affiliation | Nagoya Institute of Technology(NIT) |
| Date | 2021-12-13 |
| Paper # | AI2021-8 |
| Volume (vol) | vol.121 |
| Number (no) | AI-298 |
| Page | pp.pp.40-45(AI), |
| #Pages | 6 |
| Date of Issue | 2021-12-06 (AI) |